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Title: :  Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques
PaperId: :  13749
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 2 2021
DUI:    16.0415/IJARIIE-13749
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Prof. Dipika Pankaj MahaleSir Visvesvaraya Institute of Technology, Nashik
Prof. Ravindra Sonyabapu ShelkeSir Visvesvaraya Institute of Technology, Nashik

Abstract

Mechanical Engineering
texture characterization; wavelet; support vector machine; artificial neural network
In recent era use of artificial intelligence techniques for texture analysis of machined surface is gaining importance in the field of manufacturing. The developed vision system uses a CCD camera for scanning gray-scale images from an area of the machined workpiece Captured images of machined surface using Electric discharge machining, milling, sand blasting and shaping is decomposed in to sub images and then discrete wavelet transform is applied on the sub images. To select the base wavelet minimum permutation entropy criterion is applied and statistical features were calculated from the base wavelet. Training and testing of feature vector is performed using two artificial intelligence techniques support vector machine and artificial neural network for identifying textured surface images. training identification of textured images is obtained using support vector machine and artificial neural network testing identification of textured images is obtained using support vector machine and artificial neural network respectively. Results revealed that the present methodology identifies machined surface images with high accuracy.

Citations

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IJARIIE Prof. Dipika Pankaj Mahale, and Prof. Ravindra Sonyabapu Shelke. "Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 2 2021 Page 1-5
MLA Prof. Dipika Pankaj Mahale, and Prof. Ravindra Sonyabapu Shelke. "Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques." International Journal Of Advance Research And Innovative Ideas In Education 7.2(2021) : 1-5.
APA Prof. Dipika Pankaj Mahale, & Prof. Ravindra Sonyabapu Shelke. (2021). Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques. International Journal Of Advance Research And Innovative Ideas In Education, 7(2), 1-5.
Chicago Prof. Dipika Pankaj Mahale, and Prof. Ravindra Sonyabapu Shelke. "Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 2 (2021) : 1-5.
Oxford Prof. Dipika Pankaj Mahale, and Prof. Ravindra Sonyabapu Shelke. 'Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 2, 2021, p. 1-5. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Data_Extraction_and_Classification_of_Machined_Module_Surface_Structure_Images_Using_Artificial_Intelligence_Techniques_ijariie13749.pdf (Accessed : 22 May 2022).
Harvard Prof. Dipika Pankaj Mahale, and Prof. Ravindra Sonyabapu Shelke. (2021) 'Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques', International Journal Of Advance Research And Innovative Ideas In Education, 7(2), pp. 1-5IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Data_Extraction_and_Classification_of_Machined_Module_Surface_Structure_Images_Using_Artificial_Intelligence_Techniques_ijariie13749.pdf (Accessed : 22 May 2022)
IEEE Prof. Dipika Pankaj Mahale, and Prof. Ravindra Sonyabapu Shelke, "Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 2, pp. 1-5, Mar-App 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Data_Extraction_and_Classification_of_Machined_Module_Surface_Structure_Images_Using_Artificial_Intelligence_Techniques_ijariie13749.pdf [Accessed : 22 May 2022].
Turabian Prof. Dipika Pankaj Mahale, and Prof. Ravindra Sonyabapu Shelke. "Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 2 (22 May 2022).
Vancouver Prof. Dipika Pankaj Mahale, and Prof. Ravindra Sonyabapu Shelke. Data Extraction and Classification of Machined Module Surface Structure Images Using Artificial Intelligence Techniques. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : 22 May 2022]; 7(2) : 1-5. Available from: https://ijariie.com/AdminUploadPdf/Data_Extraction_and_Classification_of_Machined_Module_Surface_Structure_Images_Using_Artificial_Intelligence_Techniques_ijariie13749.pdf
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